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Plug and play self-configurable IoT gateway node for telemonitoring of ECG
1Department of Electronics and Communication Engineering, National Institute of Technology, Calicut, Kerala, India.
Computers in Biology and Medicine
|August 9, 2019
Summary
This study introduces a self-configurable electrocardiogram (ECG) system for wireless body area networks (WBANs). The novel approach enhances power efficiency and flexibility in remote patient monitoring.
Area of Science:
- Biomedical Engineering
- Internet of Things (IoT)
- Wireless Body Area Networks (WBANs)
Background:
- Efficient ECG telemonitoring is crucial in the era of IoT and hyperconnection.
- Existing systems often lack ease of use, self-configurability, and power efficiency.
- ECG signal representation parameters vary significantly, necessitating adaptive solutions.
Purpose of the Study:
- To propose a compressed sensing-based WBAN with a self-configurable gateway node (CS-SCGN).
- To achieve adaptive parameter tuning for efficient ECG signal compression and quantization.
- To investigate the use of smartphones as IoT gateway nodes for primary processing.
Main Methods:
- Utilized a deterministic binary block diagonal (DBBD) measurement matrix for compressed sensing.
- Developed a low-complexity self-configuration algorithm for adaptive parameter tuning at the gateway node.
- Implemented three distinct configuration modes to address diverse ECG remote health monitoring requirements.
- Optimized bit transmission by tuning compression ratio and quantization depth based on ECG signal dynamics.
Main Results:
- The proposed CS-SCGN system demonstrated self-configurability, enabling adaptive parameter tuning.
- Reduced communication and storage costs through optimized data transmission.
- Achieved power efficiency for sensor nodes without increasing gateway power consumption.
- Validated the system's energy efficiency and real-time feasibility using an Odroid-XU4 board, comparable to smartphone processors.
Conclusions:
- The self-configurable gateway node system offers a flexible, plug-and-play, patient-independent, and power-efficient ECG telemonitoring solution.
- The integration of smartphones as gateway nodes is feasible for primary processing in remote health monitoring.
- The adaptive tuning of compression and quantization parameters significantly enhances system performance and resource utilization.
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